Michael Deistler

30 papers A* 8Journal 21Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
Combined statistical-biophysical modeling links ion channel genes to physiology of cortical neuron types.
Patterns
Yves Bernaerts, Michael Deistler, Pedro J. Gonçalves, Jonas Beck, Marcel Stimberg, Federico Scala, Andreas S. Tolias, Jakob H. Macke, Dmitry Kobak, Philipp Berens
2025 J jnl
Multifidelity Simulation-based Inference for Computationally Expensive Simulators.
CoRR
Anastasia N. Krouglova, Hayden R. Johnson, Basile Confavreux, Michael Deistler, Pedro J. Gonçalves
2025 J jnl
Simulation-Based Inference: A Practical Guide.
CoRR
Michael Deistler, Jan Boelts, Peter Steinbach, Guy Moss, Thomas Moreau, Manuel Glöckler, Pedro L. C. Rodrigues, Julia Linhart, Janne K. Lappalainen, Benjamin Kurt Miller, Pedro J. Gonçalves, Jan-Matthis Lueckmann, Cornelius Schröder, Jakob H. Macke
2025 J jnl
Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes.
Medical Image Anal.
J. P. Manzano-Patrón, Michael Deistler, Cornelius Schröder, Theodore Kypraios, Pedro J. Gonçalves, Jakob H. Macke, Stamatios N. Sotiropoulos
2025 J jnl
sbi reloaded: a toolkit for simulation-based inference workflows.
J. Open Source Softw.
Jan Boelts, Michael Deistler, Manuel Glöckler, Álvaro Tejero-Cantero, Jan-Matthis Lueckmann, Guy Moss, Peter Steinbach, Thomas Moreau, Fabio Muratore, Julia Linhart, Conor Durkan, Julius Vetter, Benjamin Kurt Miller, Maternus Herold, Abolfazl Ziaeemehr, Matthijs Pals, Theo Gruner, Sebastian Bischoff, Nastya Krouglova, Richard Gao, Janne K. Lappalainen, Bálint Mucsányi, Felix Pei, Auguste Schulz, Zinovia Stefanidi, Pedro Rodrigues, Cornelius Schröder, Faried Abu Zaid, Jonas Beck, Jaivardhan Kapoor, David S. Greenberg, Pedro J. Gonçalves, Jakob H. Macke
2024 J jnl
A Practical Guide to Sample-based Statistical Distances for Evaluating Generative Models in Science.
Trans. Mach. Learn. Res.
Sebastian Bischoff, Alana Darcher, Michael Deistler, Richard Gao, Franziska Gerken, Manuel Glöckler, Lisa Haxel, Jaivardhan Kapoor, Janne K. Lappalainen, Jakob H. Macke, Guy Moss, Matthijs Pals, Felix Pei, Rachel Rapp, A Erdem Sagtekin, Cornelius Schröder, Auguste Schulz, Zinovia Stefanidi, Shoji Toyota, Linda Ulmer, Julius Vetter
2024 J jnl
A Practical Guide to Statistical Distances for Evaluating Generative Models in Science.
CoRR
Sebastian Bischoff, Alana Darcher, Michael Deistler, Richard Gao, Franziska Gerken, Manuel Glöckler, Lisa Haxel, Jaivardhan Kapoor, Janne K. Lappalainen, Jakob H. Macke, Guy Moss, Matthijs Pals, Felix Pei, Rachel Rapp, A Erdem Sagtekin, Cornelius Schröder, Auguste Schulz, Zinovia Stefanidi, Shoji Toyota, Linda Ulmer, Julius Vetter
2024 A* conf
All-in-one simulation-based inference.
ICML
Manuel Glöckler, Michael Deistler, Christian Dietrich Weilbach, Frank Wood, Jakob H. Macke
2024 J jnl
All-in-one simulation-based inference.
CoRR
Manuel Glöckler, Michael Deistler, Christian Weilbach, Frank Wood, Jakob H. Macke
2024 J jnl
Amortized Bayesian Decision Making for simulation-based models.
Trans. Mach. Learn. Res.
Mila Gorecki, Jakob H. Macke, Michael Deistler
2024 A* conf
Diffusion Tempering Improves Parameter Estimation with Probabilistic Integrators for Ordinary Differential Equations.
ICML
Jonas Beck, Nathanael Bosch, Michael Deistler, Kyra L. Kadhim, Jakob H. Macke, Philipp Hennig, Philipp Berens
2024 J jnl
Diffusion Tempering Improves Parameter Estimation with Probabilistic Integrators for Ordinary Differential Equations.
CoRR
Jonas Beck, Nathanael Bosch, Michael Deistler, Kyra L. Kadhim, Jakob H. Macke, Philipp Hennig, Philipp Berens
2024 J jnl
sbi reloaded: a toolkit for simulation-based inference workflows.
CoRR
Jan Boelts, Michael Deistler, Manuel Glöckler, Álvaro Tejero-Cantero, Jan-Matthis Lueckmann, Guy Moss, Peter Steinbach, Thomas Moreau, Fabio Muratore, Julia Linhart, Conor Durkan, Julius Vetter, Benjamin Kurt Miller, Maternus Herold, Abolfazl Ziaeemehr, Matthijs Pals, Theo Gruner, Sebastian Bischoff, Nastya Krouglova, Richard Gao, Janne K. Lappalainen, Bálint Mucsányi, Felix Pei, Auguste Schulz, Zinovia Stefanidi, Pedro Rodrigues, Cornelius Schröder, Faried Abu Zaid, Jonas Beck, Jaivardhan Kapoor, David S. Greenberg, Pedro J. Gonçalves, Jakob H. Macke
2023 A* conf
Adversarial robustness of amortized Bayesian inference.
ICML
Manuel Glöckler, Michael Deistler, Jakob H. Macke
2023 J jnl
Adversarial robustness of amortized Bayesian inference.
CoRR
Manuel Glöckler, Michael Deistler, Jakob H. Macke
2023 J jnl
Amortized Bayesian Decision Making for simulation-based models.
CoRR
Mila Gorecki, Jakob H. Macke, Michael Deistler
2023 A* conf
Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation.
NeurIPS
Richard Gao, Michael Deistler, Jakob H. Macke
2023 J jnl
Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation.
CoRR
Richard Gao, Michael Deistler, Jakob H. Macke
2022 A* conf
Efficient identification of informative features in simulation-based inference.
NeurIPS
Jonas Beck, Michael Deistler, Yves Bernaerts, Jakob H. Macke, Philipp Berens
2022 J jnl
Efficient identification of informative features in simulation-based inference.
CoRR
Jonas Beck, Michael Deistler, Yves Bernaerts, Jakob H. Macke, Philipp Berens
2022 A* conf
Group equivariant neural posterior estimation.
ICLR
Maximilian Dax, Stephen R. Green, Jonathan Gair, Michael Deistler, Bernhard Schölkopf, Jakob H. Macke
2022 A* conf
Truncated proposals for scalable and hassle-free simulation-based inference.
NeurIPS
Michael Deistler, Pedro J. Gonçalves, Jakob H. Macke
2022 J jnl
Truncated proposals for scalable and hassle-free simulation-based inference.
CoRR
Michael Deistler, Pedro J. Gonçalves, Jakob H. Macke
2022 A* conf
Variational methods for simulation-based inference.
ICLR
Manuel Glöckler, Michael Deistler, Jakob H. Macke
2022 J jnl
Variational methods for simulation-based inference.
CoRR
Manuel Glöckler, Michael Deistler, Jakob H. Macke
2021 J jnl
Group equivariant neural posterior estimation.
CoRR
Maximilian Dax, Stephen R. Green, Jonathan Gair, Michael Deistler, Bernhard Schölkopf, Jakob H. Macke
2020 J jnl
SBI - A toolkit for simulation-based inference.
CoRR
Álvaro Tejero-Cantero, Jan Boelts, Michael Deistler, Jan-Matthis Lueckmann, Conor Durkan, Pedro J. Gonçalves, David S. Greenberg, Jakob H. Macke
2020 J jnl
sbi: A toolkit for simulation-based inference.
J. Open Source Softw.
Álvaro Tejero-Cantero, Jan Boelts, Michael Deistler, Jan-Matthis Lueckmann, Conor Durkan, Pedro J. Gonçalves, David S. Greenberg, Jakob H. Macke
2019 — conf
Tactile Hallucinations on Artificial Skin Induced by Homeostasis in a Deep Boltzmann Machine.
CBS
Michael Deistler, Yagmur Yener, Florian Bergner, Pablo Lanillos, Gordon Cheng
2019 J jnl
Tactile Hallucinations on Artificial Skin Induced by Homeostasis in a Deep Boltzmann Machine.
CoRR
Michael Deistler, Yagmur Yener, Florian Bergner, Pablo Lanillos, Gordon Cheng